Top repositories
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LSTM-Human-Activity-Recognition
Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume ChevalierJupyter Notebook
3,278
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Awesome-Deep-Learning-Resources
Rough list of my favorite deep learning resources, useful for revisiting topics or for reference. I have got through all of the content listed there, carefully. - Guillaume Chevalier
1,631
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seq2seq-signal-prediction
Signal forecasting with a Sequence-to-Sequence (seq2seq) Recurrent Neural Network (RNN) model in TensorFlow - Guillaume ChevalierJupyter Notebook
1,078
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How-to-Grow-Neat-Software-Architecture-out-of-Jupyter-Notebooks
Growing the code out of your notebooks - the right way.
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HAR-stacked-residual-bidir-LSTMs
Using deep stacked residual bidirectional LSTM cells (RNN) with TensorFlow, we do Human Activity Recognition (HAR). Classifying the type of movement amongst 6 categories or 18 categories on 2 different datasets.Python
308
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Spiking-Neural-Network-SNN-with-PyTorch-where-Backpropagation-engenders-STDP
What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural network sees data throughout time, and activation functions are instead spikes that are raised past a certain pre-activation threshold. Pre-activation values constantly fades if neurons aren't excited enough.Jupyter Notebook
249
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Linear-Attention-Recurrent-Neural-Network
A recurrent attention module consisting of an LSTM cell which can query its own past cell states by the means of windowed multi-head attention. The formulas are derived from the BN-LSTM and the Transformer Network. The LARNN cell with attention can be easily used inside a loop on the cell state, just like any other RNN. (LARNN)Jupyter Notebook
142
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Hyperopt-Keras-CNN-CIFAR-100
Auto-optimizing a neural net (and its architecture) on the CIFAR-100 dataset. Could be easily transferred to another dataset or another classification task.Python
106
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GloVe-as-a-TensorFlow-Embedding-Layer
Taking a pretrained GloVe model, and using it as a TensorFlow embedding weight layer **inside the GPU**. Therefore, you only need to send the index of the words through the GPU data transfer bus, reducing data transfer overhead.Jupyter Notebook
90
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filtering-stft-and-laplace-transform
Simple demo of filtering signal with an LPF and plotting its Short-Time Fourier Transform (STFT) and Laplace transform, in Python.Jupyter Notebook
65
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ReuBERT
A question-answering chatbot, simply.Python
43
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PyTorch-Dynamic-RNN-Attention-Decoder-Tree
This is code I wrote within less than an hour so as to very roughly draft how I would code a Dynamic RNN Attention Decoder Tree with PyTorch.Python
31
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LinkedIn-Connections-Growth-Analysis
Assessing personal growth on LinkedIn with charts. Plot LinkedIn connections over time. Discover what your connections most do and where they most work.Jupyter Notebook
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SGNN-Self-Governing-Neural-Networks-Projection-Layer
Attempt at reproducing a SGNN's projection layer, but with word n-grams instead of skip-grams. Paper and more: http://aclweb.org/anthology/D18-1105Jupyter Notebook
23
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Predict-if-salary-is-over-50k-with-Keras
Predict whether income exceeds $50K/yr based on census data of the "Adult Dataset". Also known as "Census Income" dataset.Jupyter Notebook
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AI-Planning-Solver-Shakeys-World-PDDL
Solving a planning problem (Shakey's World) with the FF and IPP planners, the PDDL language and some Python meta-programming to glue things together.Python
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EDA-for-Cybersecurity-Intrusion-Detection-KDD-Cup-99
Jupyter Notebook
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caffe-cifar-10-and-cifar-100-datasets-preprocessed-to-HDF5
Both deep learning datasets can be imported in python directly with h5py (HDF5 format). The datasets can be directly imported or converted with a python script.Python
13
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python-caffe-custom-cifar-100-conv-net
Custom convolutional neural network on cifar-100 dataset for image classification. Images and their labels are processed to HDF5 data format for use in Caffe.Jupyter Notebook
10
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python-conv-lib
A lightweight library to do for-loop-styled convolution passes on your iterable objects (e.g.: on a list). Note: this is not a convolution, it is about exposing what would the kernel pass on in the first place in your loops.Python
7
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CS-Games-2018-Google-Challenge-TensorFlow
Jupyter Notebook
5
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SGNN-Transformer-Sentence-Model-SimilarityBXEnt
SGNN-Transformer Sentence Model trained by the paragraph-skip-gram-like SimilarityBXENT. Also see: https://github.com/guillaume-chevalier/SGNN-Self-Governing-Neural-Networks-Projection-LayerJupyter Notebook
3
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guillaume-chevalier
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dotfiles
Shell
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scikit-learn-digit-recognition
Digit Recognition with scikit-learn's Bernoulli RBM and Logistic ClassifierPython
2
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CSGames-2019-AI
Our team's solution for the Artificial Competition of the Computer Science Games 2019 (a programming contest). Deep Reinforcement Learning.Python
2
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Wikipedia-XML-Markup-Code-to-Plain-Text-Parser-of-Hell
Parsing a Wikipedia XML file of all articles to lots of raw txt files, and remove most of wiki markup (not perfect: see issues first). For more info on wiki markup, see: https://en.wikipedia.org/wiki/Wikipedia:Tutorial/Formatting#Wiki_markupJupyter Notebook
1
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XGBoost-Beer-Recommendation
Small scholar project for the CS Games 2019 qualification. An afternoon of coding. Data loading and validation code could be better.Jupyter Notebook
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Sentiment-Classification-and-Language-Detection
Jupyter Notebook
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